{"id":"W1968686399","doi":"10.1117/12.586874","title":"Computational algebraic topology-based video restoration","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Topology (electrical circuits); Algebraic number; Algebraic topology; Algebra over a field; Theoretical computer science; Mathematics; Pure mathematics; Combinatorics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007355181,0.0003886805,0.0005287593,0.0008251517,0.0003451956,0.0008657702,0.000829839,0.0005925789,0.001084177],"category_scores_gemma":[0.00229838,0.0002136175,0.000764665,0.0004522727,0.001158785,0.001468713,0.001160678,0.0008868804,0.0002685722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004766871,"about_ca_system_score_gemma":0.0005607618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007969235,"about_ca_topic_score_gemma":0.0006958853,"domain_scores_codex":[0.9996811,0.00009208253,0.00001811916,0.00004666823,0.00014625,0.00001584163],"domain_scores_gemma":[0.9993824,0.0002655085,0.00007074209,0.0001121339,0.000134679,0.00003460683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000960178,0.00003966245,0.0003688068,0.0002105552,0.00004462181,0.0001312115,0.0002103347,0.5054179,0.03053428,0.3184367,0.00150704,0.1430028],"study_design_scores_gemma":[0.000008299702,0.00003856631,0.00007383531,0.000005693535,0.000006344073,0.0001160547,0.00001410295,0.9642127,0.004947703,0.02732171,0.003244958,0.00001007201],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006112074,0.00009705185,0.9926229,0.00009301228,0.000028642,0.00001473135,0.00001183491,0.00008389427,0.0009359199],"genre_scores_gemma":[0.2671958,0.0005621543,0.7280034,0.0000936336,0.000109808,0.0001038313,0.0001057383,0.0001058646,0.003719814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001084177,"threshold_uncertainty_score":0.003889859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136375321604133,"score_gpt":0.252292875463417,"score_spread":0.2409291222473757,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}